Skip to main content

2015 | OriginalPaper | Buchkapitel

6. Summary and Remarks for Future Research

verfasst von : Long Xu, Weisi Lin, C.-C. Jay Kuo

Erschienen in: Visual Quality Assessment by Machine Learning

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

There has been increasing interest in visual quality assessment (VQA) during recent years. Of all these VQA methods, machine learning (ML) based ones became more and more popular. In this book, ML-based VQA and related issues have been extensively investigated. Chapters 12 present the fundamental knowledge of VQA and ML. In Chap. 3, ML was exploited for image feature selection and image feature learning. Chapter 4 presents two ML-based frameworks for pooling image features of an image into a number score. In Chap. 5, two metric fusion frameworks designed to combine multiple existing metrics into a better one, were developed by the aid of ML tools.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Lin W, Kuo C-CJ (2011) Perceptual visual quality metrics: a survey. J Vis Commun Image Represent 22(4):297–312 Lin W, Kuo C-CJ (2011) Perceptual visual quality metrics: a survey. J Vis Commun Image Represent 22(4):297–312
2.
Zurück zum Zitat Campbell D, Jones E, Glavin M (2009) Audio quality assessment techniques—a review and recent developments. Signal Process 89(8):1489–1500CrossRefMATH Campbell D, Jones E, Glavin M (2009) Audio quality assessment techniques—a review and recent developments. Signal Process 89(8):1489–1500CrossRefMATH
3.
Zurück zum Zitat Winkler S (2005) Digital video quality: vision models and metrics. Wiley, Hoboken Winkler S (2005) Digital video quality: vision models and metrics. Wiley, Hoboken
4.
Zurück zum Zitat Winkler S, Mohandas P (2008) The evolution of video quality measurement: from PSNR to hybrid metrics. IEEE Trans Broadcast 54(3):660–668CrossRef Winkler S, Mohandas P (2008) The evolution of video quality measurement: from PSNR to hybrid metrics. IEEE Trans Broadcast 54(3):660–668CrossRef
5.
Zurück zum Zitat Daly S (1993) The visible differences predictor: an algorithm for the assessment of image fidelity. In: Watson AB (ed) Digital images and human vision. MIT Press, Cambridge, pp 179–206 Daly S (1993) The visible differences predictor: an algorithm for the assessment of image fidelity. In: Watson AB (ed) Digital images and human vision. MIT Press, Cambridge, pp 179–206
6.
Zurück zum Zitat Lubin J (1995) A visual discrimination model for imaging system design and evaluation. In: Peli E (ed) Vision models for target detection and recognition. World Scientific, Singapore Lubin J (1995) A visual discrimination model for imaging system design and evaluation. In: Peli E (ed) Vision models for target detection and recognition. World Scientific, Singapore
7.
Zurück zum Zitat Watson AB, Hu J, McGowan JF (2001) DVQ: a digital video quality metric based on human vision. J Electron Imaging 10(1):20–29CrossRef Watson AB, Hu J, McGowan JF (2001) DVQ: a digital video quality metric based on human vision. J Electron Imaging 10(1):20–29CrossRef
8.
Zurück zum Zitat Winkler S (1999) A perceptual distortion metric for digital color video. In: Proceedings of SPIE, vol 3644. San Jose, 23–29 Jan, pp 175–184 Winkler S (1999) A perceptual distortion metric for digital color video. In: Proceedings of SPIE, vol 3644. San Jose, 23–29 Jan, pp 175–184
9.
Zurück zum Zitat Kelly DH (1979) Motion and vision II: stabilized spatiotemporal threshold surface. J Opt Soc Am 69(10):1340–1349CrossRef Kelly DH (1979) Motion and vision II: stabilized spatiotemporal threshold surface. J Opt Soc Am 69(10):1340–1349CrossRef
10.
Zurück zum Zitat van Nes FL, Bouman MA (1967) Spatial modulation transfer in the human eye. J Opt Soc Am 57:401–406CrossRef van Nes FL, Bouman MA (1967) Spatial modulation transfer in the human eye. J Opt Soc Am 57:401–406CrossRef
11.
Zurück zum Zitat Blakemore C, Campbell FW (1969) Adaptation to spatial stimuli. J Physiol 200:11–13 Blakemore C, Campbell FW (1969) Adaptation to spatial stimuli. J Physiol 200:11–13
12.
Zurück zum Zitat Legge GE, Foley JM (1980) Contrast masking in human vision. J Opt Soc Am 70:1458–1471CrossRef Legge GE, Foley JM (1980) Contrast masking in human vision. J Opt Soc Am 70:1458–1471CrossRef
13.
Zurück zum Zitat Campbell FW, Kulikowski JJ (1966) Orientational selectivity of the human visual system. J Physiol 187(2):437–445 Campbell FW, Kulikowski JJ (1966) Orientational selectivity of the human visual system. J Physiol 187(2):437–445
14.
Zurück zum Zitat Wang Z, Bovik AC (2011) Reduced and no reference visual quality assessment—the natural scene statistic model approach. IEEE Signal Process Mag Spec Issue Multimed Qual Assess 29(6):29–40 Wang Z, Bovik AC (2011) Reduced and no reference visual quality assessment—the natural scene statistic model approach. IEEE Signal Process Mag Spec Issue Multimed Qual Assess 29(6):29–40
15.
Zurück zum Zitat Wolf S (1997) Measuring the end-to-end performance of digital video systems. IEEE Trans Broadcast 43(3):320–328CrossRef Wolf S (1997) Measuring the end-to-end performance of digital video systems. IEEE Trans Broadcast 43(3):320–328CrossRef
16.
Zurück zum Zitat Wang Z, Bovik AC, Evan BL (2002) Blind measurement of blocking artifacts in images. In: Proceedings of international conferance on image processing, vol 3, pp 981–984 Wang Z, Bovik AC, Evan BL (2002) Blind measurement of blocking artifacts in images. In: Proceedings of international conferance on image processing, vol 3, pp 981–984
17.
Zurück zum Zitat Miyahara M, Kotani K, Algazi VR (1998) Objective picture quality scale (PQS) for image coding. IEEE Trans Commun 46(9):1215–1225CrossRef Miyahara M, Kotani K, Algazi VR (1998) Objective picture quality scale (PQS) for image coding. IEEE Trans Commun 46(9):1215–1225CrossRef
18.
Zurück zum Zitat Marziliano P, Dufaux F, Winkler S, Ebrahimi T(2002) A no-reference perceptual blur metric. In: Proceedings of IEEE international conference on image processing, Melbourne, 15–18 Sept 2002 Marziliano P, Dufaux F, Winkler S, Ebrahimi T(2002) A no-reference perceptual blur metric. In: Proceedings of IEEE international conference on image processing, Melbourne, 15–18 Sept 2002
19.
Zurück zum Zitat Wu HR, Yuen M (1997) A generalized block-edge impairment metric (GBIM) for video coding. IEEE Signal Process Lett 4(11):317–320CrossRef Wu HR, Yuen M (1997) A generalized block-edge impairment metric (GBIM) for video coding. IEEE Signal Process Lett 4(11):317–320CrossRef
20.
Zurück zum Zitat Avidan S, Shamir A (2007) Seam carving for content-aware image resizing. In: Proceedings on SIGGRAPH, vol 26, New York Avidan S, Shamir A (2007) Seam carving for content-aware image resizing. In: Proceedings on SIGGRAPH, vol 26, New York
21.
Zurück zum Zitat Shamir A, Avidan S (2009) Seam-carving for media retargeting. Commun ACM 52(1):77–85 Shamir A, Avidan S (2009) Seam-carving for media retargeting. Commun ACM 52(1):77–85
22.
Zurück zum Zitat Wolf L, Guttmann M, Cohen-Or D (2007) Non-homogeneous contentdriven video-retargeting. In: Proceedings of ICCV, pp 1–6 Wolf L, Guttmann M, Cohen-Or D (2007) Non-homogeneous contentdriven video-retargeting. In: Proceedings of ICCV, pp 1–6
23.
Zurück zum Zitat Rubinstein M, Shamir A, Avidan S (2009) Multi-operator media retargeting. In: Proceedings onSIGGRAPH, vol 28, pp 2301–2312 Rubinstein M, Shamir A, Avidan S (2009) Multi-operator media retargeting. In: Proceedings onSIGGRAPH, vol 28, pp 2301–2312
24.
Zurück zum Zitat Ma L, Lin W, Deng C, Ngan KN (2012) Image retargeting quality assessment: a study of subjective scores and objective metrics. IEEE J Select Top Signal Process 6(6):626–639CrossRef Ma L, Lin W, Deng C, Ngan KN (2012) Image retargeting quality assessment: a study of subjective scores and objective metrics. IEEE J Select Top Signal Process 6(6):626–639CrossRef
25.
Zurück zum Zitat Fang Y, Chen Z, Lin W, Lin C-W (2012) Saliency detection in the compressed domain for adaptive image retargeting. IEEE Trans Image process 21(9):3888–3901 Fang Y, Chen Z, Lin W, Lin C-W (2012) Saliency detection in the compressed domain for adaptive image retargeting. IEEE Trans Image process 21(9):3888–3901
26.
Zurück zum Zitat Hsu C-C, Lin C-W, Fang Y, Lin W (2014) Objective quality assessment for image retargeting based on perceptual geometric distortion and information loss. IEEE J Select Top Signal Process 8(3):377–389 Hsu C-C, Lin C-W, Fang Y, Lin W (2014) Objective quality assessment for image retargeting based on perceptual geometric distortion and information loss. IEEE J Select Top Signal Process 8(3):377–389
27.
Zurück zum Zitat Fang Y, Zeng K, Wang Z, Lin W, Fang Z, Lin C (2014) Objective quality assessment for image retargeting based on structural similarity. IEEE J Emerg Select Top Circuits Syst 4(1):95–105CrossRef Fang Y, Zeng K, Wang Z, Lin W, Fang Z, Lin C (2014) Objective quality assessment for image retargeting based on structural similarity. IEEE J Emerg Select Top Circuits Syst 4(1):95–105CrossRef
28.
Zurück zum Zitat Yang H, Lin W, Deng C, Xu L (2014) Study on subjective quality assessment of digital compound images. In: Proceedings of IEEE ISCAS2014, pp 2149–2152, June 2014 Yang H, Lin W, Deng C, Xu L (2014) Study on subjective quality assessment of digital compound images. In: Proceedings of IEEE ISCAS2014, pp 2149–2152, June 2014
29.
Zurück zum Zitat Eskicioglu AM, Fisher PS (1995) Image quality measures and their performance. IEEE Trans Commun 43(12):2959–2965CrossRef Eskicioglu AM, Fisher PS (1995) Image quality measures and their performance. IEEE Trans Commun 43(12):2959–2965CrossRef
30.
Zurück zum Zitat You J, Reiter U, Hannuksela MM, Gabbouj M, Perkis A (2010) Perceptual-based quality assessment for audio-visual services: a survey. Signal Process Image Commun 25(7):482–501 AugCrossRef You J, Reiter U, Hannuksela MM, Gabbouj M, Perkis A (2010) Perceptual-based quality assessment for audio-visual services: a survey. Signal Process Image Commun 25(7):482–501 AugCrossRef
31.
Zurück zum Zitat Chono K, Lin YC, Varodayan D, Miyamoto Y, Girod B (2008) Reduced-reference image quality assessment using distributed source coding. In: Proceedings of IEEE international conference on multimedia and expo, Hanover, Apr 2008, pp 1008–1105 Chono K, Lin YC, Varodayan D, Miyamoto Y, Girod B (2008) Reduced-reference image quality assessment using distributed source coding. In: Proceedings of IEEE international conference on multimedia and expo, Hanover, Apr 2008, pp 1008–1105
32.
Zurück zum Zitat Albonico A, Valenzise G, Naccari M, Tagliasacchi M, Tubaro S (2009) A reduced-reference video structural similarity metric based on no-reference estimation of channel-induced distortion. In: IEEE international conference on acoustics, speech and signal processing (ICASSP) Albonico A, Valenzise G, Naccari M, Tagliasacchi M, Tubaro S (2009) A reduced-reference video structural similarity metric based on no-reference estimation of channel-induced distortion. In: IEEE international conference on acoustics, speech and signal processing (ICASSP)
33.
Zurück zum Zitat Bosc E, Pepion R, Le Callet P, Koppel M, Ndjiki-Nya P, Pressigout M, Morin L (2011) Towards a new quality metric for 3-D synthesized view assessment. IEEE J Select Top Signal Process 5(7):1332–1343CrossRef Bosc E, Pepion R, Le Callet P, Koppel M, Ndjiki-Nya P, Pressigout M, Morin L (2011) Towards a new quality metric for 3-D synthesized view assessment. IEEE J Select Top Signal Process 5(7):1332–1343CrossRef
34.
Zurück zum Zitat Yasakethu SLP, Hewage CTER, Fernando WAC, Kondoz AM (2008) Quality analysis for 3D video using 2D video quality models. IEEE Trans Consum Electron 54(4):1969–1976CrossRef Yasakethu SLP, Hewage CTER, Fernando WAC, Kondoz AM (2008) Quality analysis for 3D video using 2D video quality models. IEEE Trans Consum Electron 54(4):1969–1976CrossRef
35.
Zurück zum Zitat Wang Z, Li Q (2007) Video quality assessment using a statistical model of human visual speed perception. J Opti Soc Am A (Optics Image Sci Vision) 24(12):B61–B69 Wang Z, Li Q (2007) Video quality assessment using a statistical model of human visual speed perception. J Opti Soc Am A (Optics Image Sci Vision) 24(12):B61–B69
36.
Zurück zum Zitat Boev A, Gotchev A, Egiazarian K, Aksay A, Akar GB (2006) Towards compound stereo-video quality metric: a specific encoder-based framework. In: Proceedings of IEEE southwest symposium on image analysis and interpretation, pp 218–222 Boev A, Gotchev A, Egiazarian K, Aksay A, Akar GB (2006) Towards compound stereo-video quality metric: a specific encoder-based framework. In: Proceedings of IEEE southwest symposium on image analysis and interpretation, pp 218–222
37.
Zurück zum Zitat Han J, Jiang T, Ma S (2012) Stereoscopic video quality assessment model based on spatial-temporal structural information (VCIP) Han J, Jiang T, Ma S (2012) Stereoscopic video quality assessment model based on spatial-temporal structural information (VCIP)
38.
Zurück zum Zitat Zhu Z, Wan Y (2009) Perceptual distortion metric for stereo video quality evaluation. WSEAS Trans Signal Process 5(7):241–250 Zhu Z, Wan Y (2009) Perceptual distortion metric for stereo video quality evaluation. WSEAS Trans Signal Process 5(7):241–250
39.
Zurück zum Zitat Jin L, Boev A, Gotchev A, Egiazarian, K (2011) 3D-DCT based perceptual quality assessment of stereo video. In: Proceedings of IEEE international conferance on image processing (ICIP), Sept 2011, pp 2521–2524 Jin L, Boev A, Gotchev A, Egiazarian, K (2011) 3D-DCT based perceptual quality assessment of stereo video. In: Proceedings of IEEE international conferance on image processing (ICIP), Sept 2011, pp 2521–2524
40.
Zurück zum Zitat Hewage CTER, Martini MG (2011) Reduced-Reference quality assessment for 3D video compression and transmission. IEEE Trans Consum Electron 57(3):1185–1193 Hewage CTER, Martini MG (2011) Reduced-Reference quality assessment for 3D video compression and transmission. IEEE Trans Consum Electron 57(3):1185–1193
41.
Zurück zum Zitat Ha K, Kim M (2011) A perceptual quality assessment metric using temporal complexity and disparity information for stereoscopic video. In: Proceedings of IEEE international conferance on image processing, Sept 2011, pp 2525–2528 Ha K, Kim M (2011) A perceptual quality assessment metric using temporal complexity and disparity information for stereoscopic video. In: Proceedings of IEEE international conferance on image processing, Sept 2011, pp 2525–2528
42.
Zurück zum Zitat Chen W et al (2010) New requirements of subjective video quality assessment methodologies for 3DTV Chen W et al (2010) New requirements of subjective video quality assessment methodologies for 3DTV
43.
Zurück zum Zitat Winkler S, Min D (2013) Stereo/multiview picture quality: overview and recent advances. Signal Process Image Commun 28(10):1358–1373CrossRef Winkler S, Min D (2013) Stereo/multiview picture quality: overview and recent advances. Signal Process Image Commun 28(10):1358–1373CrossRef
44.
Zurück zum Zitat Steinmetz R (1996) Human perception of jitter and media synchronization. IEEE J Select Areas Commun 14(1):61–72CrossRef Steinmetz R (1996) Human perception of jitter and media synchronization. IEEE J Select Areas Commun 14(1):61–72CrossRef
45.
Zurück zum Zitat Arrighi R, Alais D, Burr D (2006) Perceptual synchrony of audiovisual streams for natural and artificial motion sequences. J Vis 6(3):260–268CrossRef Arrighi R, Alais D, Burr D (2006) Perceptual synchrony of audiovisual streams for natural and artificial motion sequences. J Vis 6(3):260–268CrossRef
46.
Zurück zum Zitat Lipscomb SD (1999) Cross-modal integration: synchronization of auditory and visual components in simple and complex media. In: Proceedings of forum acusticum, Berlin, Germany Lipscomb SD (1999) Cross-modal integration: synchronization of auditory and visual components in simple and complex media. In: Proceedings of forum acusticum, Berlin, Germany
47.
Zurück zum Zitat Winkler S, Faller C (2006) Perceived audiovisual quality of low-bitrate multimedia content. IEEE Trans Multimedia 8(5):973–980CrossRef Winkler S, Faller C (2006) Perceived audiovisual quality of low-bitrate multimedia content. IEEE Trans Multimedia 8(5):973–980CrossRef
48.
Zurück zum Zitat Beerends JG, de Caluwe FE (1999) The influence of video quality on perceived audio quality and vice versa. J Audio Eng Soc 47(5):355–362 Beerends JG, de Caluwe FE (1999) The influence of video quality on perceived audio quality and vice versa. J Audio Eng Soc 47(5):355–362
49.
Zurück zum Zitat Jones C, Atkinson DJ (1998) Development of opinion-based audiovisual quality models for desktop video-teleconferencing. In: Proceedings of international workshop on quality of service, Napa, 18–20 May, pp 196–203 Jones C, Atkinson DJ (1998) Development of opinion-based audiovisual quality models for desktop video-teleconferencing. In: Proceedings of international workshop on quality of service, Napa, 18–20 May, pp 196–203
50.
Zurück zum Zitat Jumisko-Pyykko S (2008) I would like to see the subtitles and the face or at least hear the voice: effects of picture ratio and audiovideo bitrate ratio on perception of quality in mobile television. Multimed Tools Appl 36(1–2):167–184CrossRef Jumisko-Pyykko S (2008) I would like to see the subtitles and the face or at least hear the voice: effects of picture ratio and audiovideo bitrate ratio on perception of quality in mobile television. Multimed Tools Appl 36(1–2):167–184CrossRef
51.
Zurück zum Zitat Ries M, Puglia R, Tebaldi T, Nemethova O, Rupp M (2005) Audiovisual quality estimation for mobile streaming services. In: Proceedings of international symposium on wireless communication systems, Siena, Italy, 5–7 Sept Ries M, Puglia R, Tebaldi T, Nemethova O, Rupp M (2005) Audiovisual quality estimation for mobile streaming services. In: Proceedings of international symposium on wireless communication systems, Siena, Italy, 5–7 Sept
52.
Zurück zum Zitat Hayashi T, Yamagishi K, Tominaga T, Takahashi A (2007) Multimedia quality integration function for videophone services. In: Proceedings of IEEE international conferance global telecommunication, pp 2735–2739 Hayashi T, Yamagishi K, Tominaga T, Takahashi A (2007) Multimedia quality integration function for videophone services. In: Proceedings of IEEE international conferance global telecommunication, pp 2735–2739
53.
Zurück zum Zitat Goudarzi M, Sun L, Ifeachor E (2010) Audiovisual quality estimation for video calls in wireless applications. In: Proceedings of IEEE GLOBECOM, pp 1–5 Goudarzi M, Sun L, Ifeachor E (2010) Audiovisual quality estimation for video calls in wireless applications. In: Proceedings of IEEE GLOBECOM, pp 1–5
54.
Zurück zum Zitat Hands DS (2004) A basic multimedia quality model. IEEE Trans Multimedia 6(6):806–816CrossRef Hands DS (2004) A basic multimedia quality model. IEEE Trans Multimedia 6(6):806–816CrossRef
55.
Zurück zum Zitat Winkler S, Faller C (2005) Audiovisual quality evaluation of low-bitrate video. In: Proceedings of SPIE human vision and electronic imaging, vol 5666. San Jose, 16–20 Jan, pp 139–148 Winkler S, Faller C (2005) Audiovisual quality evaluation of low-bitrate video. In: Proceedings of SPIE human vision and electronic imaging, vol 5666. San Jose, 16–20 Jan, pp 139–148
56.
Zurück zum Zitat Thang TC, Kang JW, Ro YM (2007) Graph-based perceptual quality model for audiovisual contents. In: Proceedings of the IEEE international conference on multimedia and expo (ICME07), Beijing, China, July 2007, pp 312–315 Thang TC, Kang JW, Ro YM (2007) Graph-based perceptual quality model for audiovisual contents. In: Proceedings of the IEEE international conference on multimedia and expo (ICME07), Beijing, China, July 2007, pp 312–315
57.
Zurück zum Zitat Thang TC, Kim YS, Kim CS, Ro YM (2006) Quality models for audiovisual streaming. In: Proceedings on SPIE electronic imaging, vol 6059, pp 1–10 Thang TC, Kim YS, Kim CS, Ro YM (2006) Quality models for audiovisual streaming. In: Proceedings on SPIE electronic imaging, vol 6059, pp 1–10
58.
Zurück zum Zitat Thang TC, Ro YM (2005) Multimedia quality evaluation across different modalities. In: Proceedings on SPIE electron imaging, vol 5668, pp 270–279 Thang TC, Ro YM (2005) Multimedia quality evaluation across different modalities. In: Proceedings on SPIE electron imaging, vol 5668, pp 270–279
59.
Zurück zum Zitat Bolin MR, Meyer GW (1999) A visual difference metric for realistic image synthesis. In: Proceedings of SPIE human vision and electronic imaging, vol 3644, pp 106–120 Bolin MR, Meyer GW (1999) A visual difference metric for realistic image synthesis. In: Proceedings of SPIE human vision and electronic imaging, vol 3644, pp 106–120
60.
Zurück zum Zitat Dong L, Lin W, Fang Y, Wu S, Seah HS (2014) Saliency detection in computer rendered images based on object-level contrast. J Vis Commun Image Represent 24(1):27–38 Dong L, Lin W, Fang Y, Wu S, Seah HS (2014) Saliency detection in computer rendered images based on object-level contrast. J Vis Commun Image Represent 24(1):27–38
61.
Zurück zum Zitat Cater K, Chalmers A, Ward G (2003) Detail to attention: exploiting visual tasks for selective rendering. In: Proceedings of the Eurographics symposium on rendering, pp 270–280 Cater K, Chalmers A, Ward G (2003) Detail to attention: exploiting visual tasks for selective rendering. In: Proceedings of the Eurographics symposium on rendering, pp 270–280
62.
Zurück zum Zitat Daly S (2001) Engineering observations from spatiovelocity and spatiotemporal visual models. In: van den Branden Lambrecht CJ (ed) Vision models and applications to image and video processing. Kluwer Academic Publishers, Norwell Daly S (2001) Engineering observations from spatiovelocity and spatiotemporal visual models. In: van den Branden Lambrecht CJ (ed) Vision models and applications to image and video processing. Kluwer Academic Publishers, Norwell
63.
Zurück zum Zitat Ramasubramanian M, Pattanaik SN, Greenberg DP (1999) A perceptual based physical error metric for realistic image synthesis. Comput Graph (SIGGRAPH 99 Conf Proc) 33(4):73–82 Ramasubramanian M, Pattanaik SN, Greenberg DP (1999) A perceptual based physical error metric for realistic image synthesis. Comput Graph (SIGGRAPH 99 Conf Proc) 33(4):73–82
64.
Zurück zum Zitat Tian D, AlRegib G (2004) FQM: a fast quality measure for efficient transmission of textured 3D models. In: Proceedings of the 12th annual ACM international conference on multimedia. ACM press, New york Tian D, AlRegib G (2004) FQM: a fast quality measure for efficient transmission of textured 3D models. In: Proceedings of the 12th annual ACM international conference on multimedia. ACM press, New york
65.
Zurück zum Zitat Yang S, Lee C-H, Kuo C-CJ (2004) Optimized mesh and texture multiplexing for progressive textured model transmission. In: Proceedings of 12th annual ACM international conference on multimedia. ACM press, New york Yang S, Lee C-H, Kuo C-CJ (2004) Optimized mesh and texture multiplexing for progressive textured model transmission. In: Proceedings of 12th annual ACM international conference on multimedia. ACM press, New york
66.
Zurück zum Zitat Kim SL, Choi GJS (2009) Real-time tracking of visually attended objects in virtual environments and its application to LOD. IEEE Trans Vis Comput Graph 15(1):6–19CrossRef Kim SL, Choi GJS (2009) Real-time tracking of visually attended objects in virtual environments and its application to LOD. IEEE Trans Vis Comput Graph 15(1):6–19CrossRef
67.
Zurück zum Zitat Ramanarayanan G, Ferwerda J, Walter B, Bala K (2007) Visual equivalence: towards a new standard for image fidelity. ACM Trans Graph 26(3):3:1–3:12 Ramanarayanan G, Ferwerda J, Walter B, Bala K (2007) Visual equivalence: towards a new standard for image fidelity. ACM Trans Graph 26(3):3:1–3:12
68.
Zurück zum Zitat Ebert DS, Buxton B, Davies P, Fishman EK, Glassner A (2002) The future of computer graphics: an enabling technology. In: Proceedings of SIGGRAPH Ebert DS, Buxton B, Davies P, Fishman EK, Glassner A (2002) The future of computer graphics: an enabling technology. In: Proceedings of SIGGRAPH
69.
Zurück zum Zitat Ferwerda JA (2001) Elements of early vision for computer graphics. IEEE Comput Graph Appl 21(5):22–33 Ferwerda JA (2001) Elements of early vision for computer graphics. IEEE Comput Graph Appl 21(5):22–33
70.
Zurück zum Zitat Tumblin J, Ferwerda JA (2001) Guest editors’ introduction: applied perception. IEEE Comput Graph Appl 21(5):61–77 Tumblin J, Ferwerda JA (2001) Guest editors’ introduction: applied perception. IEEE Comput Graph Appl 21(5):61–77
Metadaten
Titel
Summary and Remarks for Future Research
verfasst von
Long Xu
Weisi Lin
C.-C. Jay Kuo
Copyright-Jahr
2015
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-287-468-9_6

Neuer Inhalt